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ProgrammingDEV Community ·

How cutting two-thirds of alerts helped a team catch incidents faster

A dev team was receiving nearly 300 monitoring alerts per day, causing alert fatigue so severe that a critical production incident was missed amid the noise. The root cause was indiscriminate alerting on every available metric, with thresholds set arbitrarily rather than based on real system behavior. The team overhauled their approach by shifting from cause-based alerts to symptom-based ones, tying notifications to SLO error budget burn rates instead of raw resource metrics like CPU or memory usage. They also introduced distributed tracing with a unified trace ID, which reduced incident diagnosis time from hours to minutes across their microservices architecture. After disabling roughly two-thirds of their alerts and retaining only a handful tied to user-facing impact, the team found they were catching incidents more quickly, not less.

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TechnologyArs Technica ·

FCC to introduce scorecard grading phone carriers on robocall blocking efforts

The US Federal Communications Commission (FCC) is planning to introduce a scorecard system to evaluate phone companies on their performance in blocking spam and robocalls. The scorecards are expected to include metrics such as call-blocking statistics and data gathered from customer complaints. The initiative aims to create greater accountability among carriers in tackling the persistent problem of unwanted calls. By grading phone companies publicly, the FCC hopes to incentivize better spam-call filtering across the industry.

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ProgrammingDEV Community ·

Why Flutter's LayoutBuilder Crashes Inside Table or IntrinsicHeight Widgets

Flutter's LayoutBuilder throws a runtime error when placed inside widgets that rely on intrinsic dimension queries, such as Table, IntrinsicHeight, or IntrinsicWidth. This happens because answering an intrinsic size query would require LayoutBuilder to speculatively run its builder callback, which could mutate the live render tree — something Flutter explicitly prohibits. Flutter's layout system is designed as a single downward pass where parents hand constraints to children, and the intrinsic protocol is a separate, read-only measurement path that LayoutBuilder cannot safely participate in. The error is intentional by design, not a bug, and surfaces only when a parent widget higher in the tree initiates an intrinsic measurement query. Developers can work around the limitation by measuring text imperatively using TextPainter, which operates outside the render tree and is safe to call during layout or build.

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ProgrammingDEV Community ·

Java Mobile Test Automation Guide Covers BDD, Parallel Execution, and Cross-Platform Design

A software developer has published a nine-part guide on building a mobile test automation framework in Java, covering architecture, parallel execution, and cross-platform support. The series walks through a complete codebase built from scratch, addressing common structural pitfalls such as single-threaded driver instances that cause failures under parallel execution. Key topics include Maven multi-module layout, Appium session management, Cucumber with Spring integration, and ThreadLocal drivers for test isolation. A notable technique demonstrated is the use of AppiumFieldDecorator, which allows a single screen object class to serve both Android and iOS by selecting the appropriate locator annotation at runtime. Each section of the guide includes a fully runnable code workspace, and the complete series is available at mobile-automation.io.

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ProgrammingDEV Community ·

Misconfigured Kubernetes Liveness Probe Caused Pod to Restart Every 40 Seconds

A Kubernetes pod was silently restarting every 40 seconds due to a misconfigured liveness probe, causing intermittent connection drops for users while availability metrics appeared nearly normal. The application required around 30 seconds to warm up its cache on startup, but the liveness probe was firing after just 5 seconds with a short timeout, leading kubelet to repeatedly kill and restart the pod. The root cause was a common misconfiguration: using a liveness probe for a slow-start scenario that should instead be handled by a readiness probe, which controls traffic routing rather than process health. The fix involved separating the two probes correctly, adding a startup probe to allow the application to initialize without interference, and raising CPU limits that had been throttling the pod during warm-up. The incident highlights that Kubernetes health probes are a deliberate contract with the orchestrator and must be configured thoughtfully rather than copied from boilerplate templates.

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IndiaTimes of India ·

Ram Janmabhoomi Trust Adds 3 Trustees, Promotes Govind Dev Giri as General Secretary

The Shri Ram Janmabhoomi Teerth Kshetra Trust has inducted three new members onto its board of trustees. Swami Govind Dev Giri has been elevated to the position of general secretary, while Mahesh Bhagchandka, who brings business and philanthropic experience, has been appointed treasurer. Madan Mohan Pandey and Dr Nirmala Yadav are the other two newly inducted trustees. The appointments fill all previously vacant positions within the trust. The expanded governing body is expected to strengthen the trust's overall administrative structure.

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IndiaNDTV ·

UP Floods: 3 Dead, Nearly 17,000 Evacuated as Situation Deteriorates

Severe flooding continues to affect parts of Uttar Pradesh, prompting large-scale evacuation efforts by authorities. A total of 16,784 people have been moved to safety so far, with 3,042 of those rescued on Wednesday alone. The flooding has claimed at least three lives as conditions remain critical across affected regions. Relief operations are ongoing as officials work to manage the worsening situation on the ground.

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ProgrammingDEV Community ·

Developer Documents Deep-Dive Into React's Core Concepts and Mental Models

A developer has begun a blog series on DEV Community aimed at building a deeper conceptual understanding of React beyond surface-level syntax. The series focuses on how React constructs a tree of components whose output describes the UI, rather than directly manipulating the DOM. Key fundamentals covered in the first episode include how JSX produces a React element tree, and how props and state drive re-renders that lead to DOM updates. The author previously used React but now wants to understand the underlying reasoning behind how the framework operates. Future episodes plan to cover hooks, reconciliation, rendering performance, and React internals.

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TechnologyArs Technica ·

NASA Revises Lunar Spacesuit Design Amid Artemis IV Timeline Concerns

NASA is modifying the design of its lunar spacesuits in response to concerns about the Artemis IV mission timeline. The agency is adjusting requirements to better align with near-term mission needs. The decision reflects growing pressure to ensure hardware is ready within the projected schedule. This redesign signals a pragmatic shift in NASA's approach to meeting its upcoming crewed lunar surface objectives.

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ProgrammingDEV Community ·

How developers can optimize content to be cited by AI search systems

A 2025 Pew Research Center study found that users clicked traditional search results in only 8% of Google visits when an AI summary appeared, down from 15% without one, signaling a shift in how web visibility works. Answer Engine Optimization (AEO) is emerging as an additional layer alongside SEO, requiring developers to ensure content is crawlable, consistently structured, and accurately represented across all delivery formats. Google maintains that its AI features still rely on standard indexing and ranking systems, with no special schema required, but inconsistencies between page content, structured data, and metadata can cause AI systems to surface conflicting information. Developers are advised to model each fact once within a shared CMS content model and publish it uniformly across all formats, rather than maintaining separate copies. AI crawlers also use distinct user agents for search retrieval versus model training, and publishers can manage access permissions granularly through robots.txt, CDN rules, and server-level controls, then verify behavior via server logs and emerging AI performance reports in tools like Bing Webmaster Tools and Google Search Console.

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